Diffusion Models

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Period ending 2026-09-14

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  1. Nuclear Quantum Effects as a Denoising Problem

    Jul 22, 2026Weizhou Wang, Jonathan Weare, Aaron R. DinnerQuantumBoltzmann Distributions

  2. Geospatial Diffusion-based Evolution Synthesis (GeoDES) for Storm-Centered Weather Augmentation

    Jul 21, 2026Sonia Cromp, Satya Sai Srinath Namburi GNVV, Youran Wang +4Weather ModelsDiffusion Models

  3. γ-Bridge: A Look-Parametric Diffusion Bridge

    Jul 21, 2026Xuran Hu, Yujie Zhu, Tengxi Wang +2Multiplicative Gamma NoiseDenoising Diffusion Probabilistic Model

  4. Strong Gravitational Lensing Posterior Sampling in Pixel-Space Using Diffusion Models and Recurrent Inference Machines

    Jul 21, 2026Guillaume Payeur, Laurence Perreault-Levasseur, Gabriel Missael Barco +1CosmologyPosterior Sampling

  5. Appearance Pointers -- Multimodal Region Control of Diffusion Transformers

    Jul 21, 2026Rahul Sajnani, Yulia Gryaditskaya, Radomír Měch +2Diffusion TransformersAppearance

  6. Provable diffusion-based posterior sampling for linear inverse problems via DDIM

    Jul 21, 2026Yuchen Jiao, Na Li, Changxiao Cai +2Ill-Posed Inverse ProblemPosterior Sampling

  7. ROMS-IMLE: A Minimalist Approach to Competitive Single-Step Generative Modelling

    Jul 21, 2026Chirag Vashist, Ke LiGenerative ModelsDiffusion Models

  8. Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers

    Jul 21, 2026Maohua Li, Qirui Li, Yanke Zhou +10Diffusion TransformersText-To-Image Diffusion Models

  9. Mage-Flow: An Efficient Native-Resolution Foundation Model for Image Generation and Editing

    Jul 21, 2026Xinjie Zhang, Peng Zhang, Shicheng Zheng +21Image EditingDiffusion Transformers

  10. Local Label-Informed Feature Transfer for Generating Ground-Truth Medical Images: A Comparison of GAN- and Diffusion-Based Approaches

    Jul 21, 2026Rick Wilming, Irem Ozseker, Luca Matteo Cornils +4Medical Imaging DatasetsIris-Gan

  11. Group-of-Latents: Perceptual Video Compression at Extreme Bitrates via Masked Latent Generative Modeling

    Jul 21, 2026Shaokang Wang, Jinchang Xu, Peidong Jia +9Ultra-Low BitratesVideo Diffusion Models

  12. Physics Closure Matters for Machine Olfaction: A Maxwell-Stefan Graph Solver for Identifiable Dynamic Gas Unmixing

    Jul 20, 2026Yue Shi, Liangxiu Han, Xin Zhang +1Olfactory NavigationPhysics-Guided Deep Learning Framework

  13. DuSPiT: Dual-Branch Sub-Patch Pixel Diffusion Transformer

    Jul 20, 2026Yunpeng Bai, Yossi Gandelsman, Michaël GharbiDiffusion TransformersUnconditional Image Generation

  14. Surprise Forcing: What to Remember, When to Skip in Long Video Generation

    Jul 20, 2026Shuwei Shi, Zhen Li, Muyao Niu +4Cinematic Video GenerationAutoregressive Diffusion

  15. Importance Sampling and PCA for Finding Failures in Commercial Autonomous Vehicles

    Jul 20, 2026Hailey Warner, Duncan Eddy, Shreya Parjan +6Autonomous DrivingFailure Modes

  16. DiFA: Inference-Time Forward-Process Alignment for Diffusion Models

    Jul 20, 2026Shigui Li, Delu ZengDiffusion ModelsTraining-Inference Mismatch

  17. Mobius Learning: Cyclic Depth Folding in Transformers

    Jul 20, 2026Tongtian ZhuDiffusion TransformersRecursion

  18. An Analysis of Residual-Stream Geometry Across Transformer Depth

    Jul 20, 2026Sunit Bhattacharya, Ravi Shankar KolliTransformer Residual StreamsResidual Stream

  19. Rarity-Aware Discrete Diffusion with Spatially Consistent Decoding for Photo-Realistic Image Super-Resolution

    Jul 20, 2026Ao Li, Yapeng Du, Yi Xin +5Real-World Image Super-ResolutionDiffusion Models

  20. Pixel-Space Diffusion Transformers

    Jul 20, 2026Renye Yan, Jikang Cheng, You Wu +8Diffusion TransformersVisual Tokens

  21. JAGG: Jacobian-Aggregated Group Gradient for Efficient GRPO Training of Diffusion Models

    Jul 20, 2026Ruiyi Ding, Jie Li, He Kang +3Diffusion TransformersDiffusion Models

  22. FlowSonic: Stable Zero-Shot Music Editing via High-Order Trajectory Integration

    Jul 20, 2026Ali Boudaghi, Hadi ZareGenerative Music ModelsDiffusion Transformers

  23. Feature-Guided Diffusion for Non-Differentiable Inverse Rendering

    Jul 19, 2026Andrei-Timotei Ardelean, Michael Fischer, Tim Weyrich +1Differentiable RenderingIll-Posed Inverse Problem

  24. Visible-Light Imaging Diagnosis of Neutral Particle Emission Tomography in the Tokamak Divertor: An Efficient Transformer-based Surrogate Model

    Jul 19, 2026Xiao Wang, Hao Si, Qiang Chen +8Plasma Shape ControlSelf-Supervised Vision Transformers

  25. Asynchronous Multimodal Diffusion Policy Composition via Latency-Aware Guidance Fusion

    Jul 19, 2026Zihao He, Hongjie Fang, Shirun Tang +2Diffusion PoliciesMultimodal Action Distributions

  26. The Geometry of Semantic Space: A Continuous Geometric Framework for the Transformer Architecture

    Jul 19, 2026Zhihua LiangTransformer VariantDiffusion Transformers

  27. Apeliotes: A Diffusion-Based Modeling Framework for km-scale Multi-Level Atmospheric Fields

    Jul 19, 2026Evangelia Rafaela Frastali, Achyut Paudel, Maryam Golbazi +1Dynamical DownscalingAtmospheric Correction

  28. Bridging battery design and health assessment through virtual sensing and physics-informed learning

    Jul 18, 2026Wendi Guo, Søren Byg Vilsen, Daniel Ioan Stroe +4Lithium-Ion BatteriesDigital Twins

  29. CLDRoute: Conditional Latent Diffusion for Routability Map Generation in Physical Design

    Jul 18, 2026Kiran Thorat, Nicole Meng, Caiwen Ding +2Expert RoutingConditional Latent Diffusion

  30. MegaSlide-DiT: Memory-Centric Adaptation and Deformable Local Attention for Efficient Video Diffusion

    Jul 17, 2026Jiacheng Liu, Jason LiuVideo Diffusion ModelsDiffusion Transformers

  31. OmniStyle-INR: Universal and Multimodal Style Transfer for INRs

    Jul 17, 2026Rafał Kajca, Michał Miziołek, Kornel Howil +2Photorealistic Style TransferCross-Modal Representations

  32. Spatial Transport of Integration Error in Generative ODEs

    Jul 17, 2026Songheng YinTraining-Inference MismatchEuler Discretization

  33. Toward a mechanistic understanding of inference in visual cortex and diffusion models

    Jul 17, 2026Zeyu Yun, Alexander Belsten, Dasheng Bi +3Human Visual CortexDiffusion Models

  34. DiTango: Cost-Effective Parallel Diffusion Generation with Selective Attention State Reuse

    Jul 17, 2026Yuyang Chen, Runxin Zhong, Zan Zong +3Diffusion TransformersParallel Decoding and Training

  35. MGDT: MLLM-Guided Diffusion Transformer with Relation-Adaptive Mixture-of-Experts for Multimodal Knowledge Graph Completion

    Jul 17, 2026Xu Hou, Meiyu Liang, Wei Huang +6Knowledge Graph CompletionCross-Modal

  36. Physics-aware Masked Diffusion-based Flood Simulation for Urban Fisheye Disaster Detection

    Jul 17, 2026Sodtavilan Odonchimed, Tsogt Enkhbayar, Oyunzul Munkhtamga +1Flood DetectionDisasters

  37. Introspective Attention Modulation for Safe Text-to-Image Generation

    Jul 16, 2026Basim Azam, Hossein Rahmani, Naveed AkhtarText-To-Image Diffusion ModelsText-To-Image

  38. Domain Adaptation of Mismatched Proximal Denoiser for Plug-and-Play Image Reconstruction

    Jul 16, 2026Guixian Xu, Jinglai Li, Junqi TangImage ReconstructionDenoiser

  39. Rare Concept Generation via Counterfactual Inference in Diffusion Models

    Jul 16, 2026Zhengyuan Jiang, Haipeng Liu, Meng Wang +1Text-To-Image Diffusion ModelsDiffusion Models

  40. WanSong v1.0 Technical Report

    Jul 16, 2026Binghui Chen, Pandeng Li, Yu Liu +1Autoregressive DiffusionDiffusion Models

  41. A Continuous-Time Reinforcement Learning Framework for Fine-Tuning Discrete Diffusion Models

    Jul 16, 2026Zikun Zhang, Jiayuan Sheng, David D. Yao +1Diffusion PoliciesScore-Based Diffusion Model

  42. Integration Matters: Rollout-Based Training for Constrained Diffusion Models

    Jul 15, 2026Xiaoxuan Liang, Saeid Naderiparizi, Berend Zwartsenberg +1Diffusion SamplingDiffusion Models

  43. Cyclone: Diffusion Model for Cycle-Consistent Weather Editing from Unpaired Driving Data

    Jul 15, 2026Thang-Anh-Quan Nguyen, Moussab Bennehar, Luis Guillermo Roldao Jimenez +5Naturalistic Driving DataAutonomous Driving

  44. Heavy-Tailed Flow Matching via Random Clocks

    Jul 15, 2026Zhouhao Yang, Yezhen Wang, Kenji Kawaguchi +2Conditional Flow MatchingHeavy-Tailed Noise

  45. TCAM-Diff: Triplane-Aware Cross-Attention Medical Diffusion Model

    Jul 15, 2026Zhenkai Zhang, Krista A. Ehinger, Tom Drummond3D Latent Diffusion ModelMedical Image Generation

  46. RainDancer: RGB-Event Video Deraining with Rain-Oriented Spiking Dynamics

    Jul 15, 2026Kui Jiang, Runzhe Li, Zhaocheng Yu +3RgbtLong Video Understanding

  47. LPM: Industrial-Scale Generative Video Restoration

    Jul 15, 2026Bichuan Zhu, Fulin Li, Jiachao Gong +14Photorealistic Video RestorationRestoration

  48. Discrete Diffusion Models: A Unified Framework from Tokenization to Generation

    Jul 15, 2026Ye Yuan, Weien Li, Rui Song +19Diffusion ModelsState Space Models

  49. RoughNet: Mapping Arctic Sea Ice Roughness Using Diffusion-Based Super-Resolution of Satellite Imagery

    Jul 15, 2026Tessa Cannon, Michel Tsamados, Petru Manescu +5Sea Surface TemperatureSatellite Imagery

  50. Adaptive Filtering of the KV Cache: Diagnosing and Correcting Structural-Role Bias in LLM Inference

    Jul 14, 2026Soumil MandalKey-Value Cache EvictionKey-Value Cache

  51. Text2Sign: A Single-GPU Diffusion Baseline for Text-to-Sign Language Video Generation

    Jul 14, 2026Ruize XiaSign Language TranslationOnline Signature Verification

  52. FlowWAM: Optical Flow as a Unified Action Representation for World Action Models

    Jul 14, 2026Yixiang Chen, Peiyan Li, Yuan Xu +13Action-Conditioned World ModelingOptical Flow

  53. Steering Diffusion Models via Class-Contrastive Influence for Few-Shot Medical Classification

    Jul 14, 2026Jeeyung Kim, Erfan Esmaeili, Qiang QiuMedical Image GenerationData Augmentation

  54. ReDiTT: Retrieval Augmented Conditional Diffusion Transformers for Asynchronous Time Series

    Jul 14, 2026Saiyue Lyu, Zhitian Zhang, Ruizhi Deng +1Time Series ForecastingTime Series

  55. SinAE: A Single-Architecture Flow-Matching Autoencoder for Cross-Domain Atomic Systems

    Jul 14, 2026Yuxuan Ren, Fan Yang, Jianhua Yao +1Molecular GenerationAutoencoder

  56. FlashDiff: Efficient Regional Execution and Scheduling for Diffusion Model Serving

    Jul 13, 2026Yaqi Qiao, Ping He, Songrun Xie +4Diffusion ModelsMulti-Gpu Systems

  57. TraceSynth: Generating Production-Quality Kernel Traces with Constraint-Guided Diffusion Models

    Jul 13, 2026Yuvraj Sehgal, Sneh Patel, Mahsa Panahandeh +2TracesFault Injection Experiments

  58. From Global to Factor-Wise Expert Composition in Discrete Diffusion Models

    Jul 13, 2026Haozhe Huang, Yudong Xu, Abhijoy Mandal +1Diffusion ModelsDisentanglement

  59. Feature-Space Guided Diffusion for Realistic Ultrasound Image Synthesis

    Jul 13, 2026Marina Domínguez, Nélida Mirabet-Herranz, Valery NaranjoPocket-Conditioned DiffusionUltrasound

  60. Adaptive Routing for Efficient Diffusion Transformer-Based PNI Prediction

    Jul 13, 2026Youngung Han, Dohyun Kweon, Kyeonghun Kim +15Hybrid TransformerDiffusion Models